{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-13T03:30:12.130350Z",
     "start_time": "2025-01-13T03:30:12.029788Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 原始数据\n",
    "data = {\n",
    "    \"Val Length\": [1024, 2048, 3072, 4096, 5120, 6144, 7168, 8192],\n",
    "    1024: [5.58, 129.25, 410.29, 802.05, 1207.94, 1624.10, 1951.61, 2243.29],\n",
    "    2048: [np.nan, 5.57, 47.78, 171.01, 335.34, 549.32, 769.80, 995.83],\n",
    "    3072: [np.nan, np.nan, 5.63, 24.52, 66.57, 144.21, 238.44, 359.19],\n",
    "    4096: [np.nan, np.nan, np.nan, 5.56, 17.35, 37.02, 65.23, 106.56],\n",
    "    5120: [np.nan, np.nan, np.nan, np.nan, 13.42, 37.59, 78.87, 136.40],\n",
    "    6144: [np.nan, np.nan, np.nan, np.nan, np.nan, 41.78, 78.68, 123.73],\n",
    "    7168: [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 96.56, 194.91],\n",
    "    8192: [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan],\n",
    "}\n",
    "\n",
    "# 数据框\n",
    "df = pd.DataFrame(data).set_index(\"Val Length\")\n",
    "\n",
    "# 对数缩放数据处理\n",
    "log_df = df.applymap(lambda x: np.log10(x) if not np.isnan(x) and x > 0 else np.nan)\n",
    "\n",
    "# 绘制热力图\n",
    "plt.figure(figsize=(8, 6))\n",
    "heatmap = plt.imshow(log_df, cmap=\"coolwarm_r\", interpolation=\"nearest\")\n",
    "\n",
    "# 添加颜色条\n",
    "plt.colorbar(heatmap, label=\"Log10(Value)\")\n",
    "\n",
    "# 添加标签\n",
    "plt.xticks(range(len(log_df.columns)), log_df.columns, rotation=45)\n",
    "plt.yticks(range(len(log_df.index)), log_df.index)\n",
    "plt.title(\"Llama-2-7b\", fontsize=14)\n",
    "plt.xlabel(\"Window Size\")\n",
    "plt.ylabel(\"Eval Length\")\n",
    "\n",
    "# 显示热力图\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/sx/h7ytffkx34l0wzcjgl8nf60h0000gn/T/ipykernel_37100/3148941019.py:22: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
      "  log_df = df.applymap(lambda x: np.log10(x) if not np.isnan(x) and x > 0 else np.nan)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-13T03:30:27.960881Z",
     "start_time": "2025-01-13T03:30:27.856081Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 新的数据\n",
    "updated_data = {\n",
    "    \"Val Length\": [1024, 2048, 4096, 8192, 12288, 16384, 32768],\n",
    "    1024: [5.98, 22.90, 40.82, 57.34, 66.97, 70.90, 71.33],\n",
    "    2048: [np.nan, 6.10, 21.38, 38.89, 50.10, 55.42, 59.37],\n",
    "    4096: [np.nan, np.nan, 6.28, 21.29, 32.97, 40.14, 49.60],\n",
    "    8192: [np.nan, np.nan, np.nan, 6.44, 15.78, 24.63, 45.12],\n",
    "    12288: [np.nan, np.nan, np.nan, np.nan, 24.55, 62.88, 355.30],\n",
    "    16384: [np.nan, np.nan, np.nan, np.nan, np.nan, 72.18, 492.74],\n",
    "    32768: [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 463.03],\n",
    "}\n",
    "\n",
    "# 数据框\n",
    "updated_df = pd.DataFrame(updated_data).set_index(\"Val Length\")\n",
    "\n",
    "# 对数缩放数据处理\n",
    "log_updated_df = updated_df.applymap(lambda x: np.log10(x) if not np.isnan(x) and x > 0 else np.nan)\n",
    "\n",
    "# 绘制热力图\n",
    "plt.figure(figsize=(8, 6))\n",
    "heatmap = plt.imshow(log_updated_df, cmap=\"coolwarm_r\", interpolation=\"nearest\")\n",
    "\n",
    "# 添加颜色条\n",
    "plt.colorbar(heatmap, label=\"Log10(Value)\")\n",
    "\n",
    "# 添加标签\n",
    "plt.xticks(range(len(log_updated_df.columns)), log_updated_df.columns, rotation=45)\n",
    "plt.yticks(range(len(log_updated_df.index)), log_updated_df.index)\n",
    "plt.title(\"Llama-3.1-8B\", fontsize=14)\n",
    "plt.xlabel(\"Window Size\")\n",
    "plt.ylabel(\"Eval Length\")\n",
    "\n",
    "# 显示热力图\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "id": "32f447b643564ebf",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/sx/h7ytffkx34l0wzcjgl8nf60h0000gn/T/ipykernel_37100/971333945.py:17: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
      "  log_updated_df = updated_df.applymap(lambda x: np.log10(x) if not np.isnan(x) and x > 0 else np.nan)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-13T03:30:45.098728Z",
     "start_time": "2025-01-13T03:30:44.994812Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 新的数据\n",
    "final_data = {\n",
    "    \"Val Length\": [1024, 2048, 4096, 8192, 12288, 16384, 32768, 65536],\n",
    "    1024: [14.63, 49.97, 77.22, 97.65, 96.95, 100.51, 104.64, 115.03],\n",
    "    2048: [np.nan, 12.50, 40.56, 66.60, 72.07, 78.55, 86.37, 97.92],\n",
    "    4096: [np.nan, np.nan, 11.53, 36.43, 47.54, 56.82, 72.33, 87.15],\n",
    "    8192: [np.nan, np.nan, np.nan, 10.56, 22.11, 33.54, 62.62, 89.11],\n",
    "    12288: [np.nan, np.nan, np.nan, np.nan, 32.85, 82.38, 429.35, 854.50],\n",
    "    16384: [np.nan, np.nan, np.nan, np.nan, np.nan, 94.81, 581.99, 1542.90],\n",
    "    32768: [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 511.63, 1366.32],\n",
    "    65536: [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 1353.46],\n",
    "}\n",
    "\n",
    "# 数据框\n",
    "final_df = pd.DataFrame(final_data).set_index(\"Val Length\")\n",
    "\n",
    "# 对数缩放数据处理\n",
    "log_final_df = final_df.applymap(lambda x: np.log10(x) if not np.isnan(x) and x > 0 else np.nan)\n",
    "\n",
    "# 绘制热力图\n",
    "plt.figure(figsize=(8, 6))\n",
    "heatmap = plt.imshow(log_final_df, cmap=\"coolwarm_r\", interpolation=\"nearest\")\n",
    "\n",
    "# 添加颜色条\n",
    "plt.colorbar(heatmap, label=\"Log10(Value)\")\n",
    "\n",
    "# 添加标签\n",
    "plt.xticks(range(len(log_final_df.columns)), log_final_df.columns, rotation=45)\n",
    "plt.yticks(range(len(log_final_df.index)), log_final_df.index)\n",
    "plt.title(\"Qwen2-7B\", fontsize=14)\n",
    "plt.xlabel(\"Window Size\")\n",
    "plt.ylabel(\"Eval Length\")\n",
    "\n",
    "# 显示热力图\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "id": "432455e2e49278e1",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/sx/h7ytffkx34l0wzcjgl8nf60h0000gn/T/ipykernel_37100/1806200440.py:18: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
      "  log_final_df = final_df.applymap(lambda x: np.log10(x) if not np.isnan(x) and x > 0 else np.nan)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-13T03:30:57.558753Z",
     "start_time": "2025-01-13T03:30:57.457420Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 新的数据\n",
    "new_data = {\n",
    "    \"Val Length\": [1024, 2048, 4096, 8192, 12288, 16384, 32768, 65536],\n",
    "    1024: [6.77, 13.97, 24.37, 37.83, 35.38, 37.04, 39.86, 43.80],\n",
    "    2048: [np.nan, 8.09, 12.04, 23.78, 26.27, 28.84, 33.84, 38.06],\n",
    "    4096: [np.nan, np.nan, 8.02, 8.67, 7.97, 8.06, 8.06, 8.53],\n",
    "    8192: [np.nan, np.nan, np.nan, 8.13, 7.72, 10.83, 46.03, 58.47],\n",
    "    12288: [np.nan, np.nan, np.nan, np.nan, 19.66, 80.05, 786.36, 2521.09],\n",
    "    16384: [np.nan, np.nan, np.nan, np.nan, np.nan, 78.35, 1151.07, 16288.44],\n",
    "    32768: [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 670.99, 3155.50],\n",
    "    65536: [np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, 2658.53],\n",
    "}\n",
    "\n",
    "# 数据框\n",
    "new_df = pd.DataFrame(new_data).set_index(\"Val Length\")\n",
    "\n",
    "# 对数缩放数据处理\n",
    "log_new_df = new_df.applymap(lambda x: np.log10(x) if not np.isnan(x) and x > 0 else np.nan)\n",
    "\n",
    "# 绘制热力图\n",
    "plt.figure(figsize=(8, 6))\n",
    "heatmap = plt.imshow(log_new_df, cmap=\"coolwarm_r\", interpolation=\"nearest\")\n",
    "\n",
    "# 添加颜色条\n",
    "plt.colorbar(heatmap, label=\"Log10(Value)\")\n",
    "\n",
    "# 添加标签\n",
    "plt.xticks(range(len(log_new_df.columns)), log_new_df.columns, rotation=45)\n",
    "plt.yticks(range(len(log_new_df.index)), log_new_df.index)\n",
    "plt.title(\"Mistral-7B-v0.1\", fontsize=14)\n",
    "plt.xlabel(\"Window Size\")\n",
    "plt.ylabel(\"Eval Length\")\n",
    "\n",
    "# 显示热力图\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "id": "59cadc2001351a0c",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/sx/h7ytffkx34l0wzcjgl8nf60h0000gn/T/ipykernel_37100/3172039517.py:18: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
      "  log_new_df = new_df.applymap(lambda x: np.log10(x) if not np.isnan(x) and x > 0 else np.nan)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-13T04:17:00.922833Z",
     "start_time": "2025-01-13T04:17:00.754384Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制多个热力图到一行中\n",
    "fig, axes = plt.subplots(1, 4, figsize=(20, 4), gridspec_kw={'width_ratios': [1, 1, 1, 1], 'wspace': 0.3})\n",
    "\n",
    "# 数据和标题的映射\n",
    "datasets = [\n",
    "    (log_df, \"Llama-2-7b\"),\n",
    "    (log_updated_df, \"Llama-3.1-8B\"),\n",
    "    (log_final_df, \"Qwen2-7B\"),\n",
    "    (log_new_df, \"Mistral-7B-v0.1\")\n",
    "]\n",
    "\n",
    "# 遍历绘制每个子图\n",
    "for ax, (data, title) in zip(axes, datasets):\n",
    "    heatmap = ax.imshow(data, cmap=\"coolwarm_r\", interpolation=\"nearest\")\n",
    "    ax.set_title(title, fontsize=14)\n",
    "    ax.set_xlabel(\"Window Size\", fontsize=14)\n",
    "    if title == \"Llama-2-7b\":\n",
    "        ax.set_ylabel(\"Eval Length\", fontsize=14)\n",
    "    ax.set_xticks(range(len(data.columns)))\n",
    "    ax.set_xticklabels(data.columns, rotation=45)\n",
    "    ax.set_yticks(range(len(data.index)))\n",
    "    ax.set_yticklabels(data.index)\n",
    "\n",
    "# 添加共享的颜色条\n",
    "cbar = fig.colorbar(heatmap, ax=axes, location=\"right\", shrink=0.8, pad=0.03, label=\"Log10(Value)\")\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "id": "b637a156e98a8bb4",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/sx/h7ytffkx34l0wzcjgl8nf60h0000gn/T/ipykernel_37100/2417209510.py:28: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x400 with 5 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 46
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "bb8ce25f465a8bad"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
